Why do my particles disappear when changing their physics to 'None'?
Okay, so I fixed it by myself, just by deleting previous object 'sphere' and creating new one. Here are the settings which work good:


So I don't know why it wasn't working with previous object, but the solution is to replace it with a new one :)